{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log Anomlay Detector Core Mininimal Implementation\n",
    "\n",
    "In an effort to help new users and contributors understand the core Machine Learning elements of the log anomaly detector I have decided to recreate a streamlined minimal version. Here we will ignore any streaming or external aspect of our data and use a fixed local data file for simplicity and reproducability.   \n",
    "\n",
    "This notebook will cover:\n",
    "* Log Preprocessing\n",
    "* Text Encoding\n",
    "* Model Training\n",
    "* Generating Anomlay Scores\n",
    "* Model Inference /Prediction\n",
    "\n",
    "For the most part function names have been made to match their relevent counter part in the larger code base.\n",
    "\n",
    "My aim for this notebook is that, by the end a reader will 1) have a clear understanding of how the current implementation works and 2) know where to make changes to try another approach. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import our packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "import numpy as np\n",
    "import logging\n",
    "import sompy\n",
    "\n",
    "\n",
    "\n",
    "from multiprocessing import Pool\n",
    "from itertools import product\n",
    "import pandas as pd\n",
    "import re\n",
    "import gensim as gs\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.spatial.distance import cosine\n",
    "from sklearn.preprocessing import normalize\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define our Functions\n",
    "\n",
    "#### 1. Log Preprocesing\n",
    "\n",
    "One assumption that all these functions use is that we instantly convert our data into a pandas dataframe that has a \"message\" column containing the relevent information for us. \n",
    "\n",
    "We then treat each individual log line as a \"word\", cleaning it by removing all non-alphabet charcters including white spaces. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _preprocess(data):\n",
    "    for col in data.columns:\n",
    "        if col == \"message\":\n",
    "            data[col] = data[col].apply(_clean_message)\n",
    "        else:\n",
    "            data[col] = data[col].apply(to_str)\n",
    "\n",
    "    data = data.fillna(\"EMPTY\")\n",
    "    \n",
    "def _clean_message(line):\n",
    "    \"\"\"Remove all none alphabetical characters from message strings.\"\"\"\n",
    "    return \"\".join(\n",
    "        re.findall(\"[a-zA-Z]+\", line)\n",
    "    )  # Leaving only a-z in there as numbers add to anomalousness quite a bit\n",
    "\n",
    "def to_str(x):\n",
    "    \"\"\"Convert all non-str lists to string lists for Word2Vec.\"\"\"\n",
    "    ret = \" \".join([str(y) for y in x]) if isinstance(x, list) else str(x)\n",
    "    return ret"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2. Text Encoding  \n",
    "\n",
    "Here we employ the gensim implementation of Word2Vec to encode our logs as fixed length numerical vectors. Logs are noteably not the natural usecase for word2vec, but this appraoch attemps to leverage the fact that logs lines themselves, like words, have a context, so encoding a log based on its co-occurence with other logs does make some intuitive sense."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create(words, vector_length, window_size):\n",
    "    \"\"\"Create new word2vec model.\"\"\"\n",
    "    w2vmodel = {}\n",
    "    for col in words.columns:\n",
    "        if col in words:\n",
    "            w2vmodel[col] = gs.models.Word2Vec([list(words[col])], min_count=1, size=vector_length, \n",
    "                                     window=window_size, seed=42, workers=1, iter=550,sg=0)\n",
    "        else:\n",
    "            #_LOGGER.warning(\"Skipping key %s as it does not exist in 'words'\" % col)\n",
    "            pass\n",
    "        \n",
    "    return w2vmodel\n",
    "\n",
    "def one_vector(new_D, w2vmodel):\n",
    "    \"\"\"Create a single vector from model.\"\"\"\n",
    "    transforms = {}\n",
    "    for col in w2vmodel.keys():\n",
    "        if col in new_D:\n",
    "            transforms[col] = w2vmodel[col].wv[new_D[col]]\n",
    "\n",
    "    new_data = []\n",
    "\n",
    "    for i in range(len(transforms[\"message\"])):\n",
    "        logc = np.array(0)\n",
    "        for _, c in transforms.items():\n",
    "            if c.item(i):\n",
    "                logc = np.append(logc, c[i])\n",
    "            else:\n",
    "                logc = np.append(logc, [0, 0, 0, 0, 0])\n",
    "        new_data.append(logc)\n",
    "\n",
    "    return np.array(new_data, ndmin=2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3. Model Training\n",
    "\n",
    "Here we employ the SOMPY implementation of the Self-Organizing Map to train our model. This function simply makes it a bit easier for the user to interact with the sompy training requirements. This function returns a trained model.\n",
    "\n",
    "The trained model object also has a method called codebook.matrix() which allows the user access directly to the trained self organizing map itself. If the map successfull converged then it should consist of nodes in our N-dimensional log space that are well ordered and provide an approximation to the topology of the logs in our training set.\n",
    "\n",
    "During training we also, compute the distances of our training data to the trained map as a baseline to build a threashold.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(inp, map_size, iterations, parallelism):\n",
    "    print('training dataset is of size {inp.shape[0]}')\n",
    "    mapsize = [map_size, map_size]\n",
    "    np.random.seed(42)\n",
    "    som = sompy.SOMFactory.build(inp, mapsize , initialization='random')\n",
    "    som.train(n_job=parallelism, train_rough_len=100,train_finetune_len=5)\n",
    "    model = som.codebook.matrix.reshape([map_size, map_size, inp.shape[1]])\n",
    "    \n",
    "    #distances = get_anomaly_score(inp, 8, model)\n",
    "    #threshold = 3*np.std(distances) + np.mean(distances)\n",
    "    \n",
    "    return som #,threshold"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4. Generating Anomaly Scores\n",
    "\n",
    "One of the key elements of this approach is quantifying the distance between our logs and the nodes on our self organizing map. The two functions below, taken together, represent a parrallel implementation for performing this calculaton.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_anomaly_score(logs, parallelism, model): # for whole dataset \n",
    "\n",
    "    parameters = [[x,model] for x in logs]\n",
    "    pool = Pool(parallelism)\n",
    "    dist = pool.map(calculate_anomaly_score, parameters) \n",
    "    pool.close()\n",
    "    pool.join()\n",
    "    #dist = [] \n",
    "    #for log in logs:\n",
    "    #    dist.append(calculate_anomaly_score(log,model))\n",
    "    \n",
    "    return dist\n",
    "\n",
    "def calculate_anomaly_score(parameters): # for a data point \n",
    "    log = parameters[0]\n",
    "    model = parameters[1]\n",
    "    \"\"\"Compute a distance of a log entry to elements of SOM.\"\"\"\n",
    "    dist_smallest = np.inf\n",
    "    for x in range(model.shape[0]):\n",
    "        for y in range(model.shape[1]):\n",
    "            dist = cosine(model[x][y],log) \n",
    "            #dist = np.linalg.norm(model[x][y] - log)\n",
    "            if dist < dist_smallest:\n",
    "                dist_smallest = dist\n",
    "    return dist_smallest\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5. Model Inference / Prediction\n",
    "\n",
    "Here we are making an inference about a new log message. This is done by scoring the incoming log and evaluating whether or not it passess a certain threshold value.  \n",
    "\n",
    "\n",
    "Ideally our word2vec has been monitoring our application long enough to have seen all the logs. So, if we get a known log we can simply look up its vector representation   \n",
    "\n",
    "One downside with word2vec is that its quite brittle when it comes to incorporating words that haven't been seen before. In this example, we will retrain the W2Vmodel if our new log has not been seen by the before.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def infer(w2v, som, log, data, threshold):\n",
    "    \n",
    "    log =  pd.DataFrame({\"message\":log},index=[1])\n",
    "    _preprocess(log)\n",
    "    \n",
    "    if log.message.iloc[0] in list(w2v['message'].wv.vocab.keys()):\n",
    "        vector = w2v[\"message\"].wv[log.message.iloc[0]]\n",
    "    else:\n",
    "        w2v = gs.models.Word2Vec([[log.message.iloc[0]] + list(data[\"message\"])], \n",
    "                                 min_count=1, size=100, window=3, seed=42, workers=1, iter=550, sg=0)\n",
    "        vector = w2v.wv[log.message.iloc[0]]\n",
    "    \n",
    "    score = get_anomaly_score([vector], 1, som)\n",
    "    \n",
    "    if score < threshold:\n",
    "        return 0, score\n",
    "    else:\n",
    "        return 1, score\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Implementation\n",
    "\n",
    "First we read in our test dataset and preprocesses. Here was can see this is a rather small example, with 10,000 log lines, but only 3 unique log messages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = \"/Users/Yunfei/Desktop/LAD/log_anomaly_detector-10000-events.json\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_json(data_path)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       message\n",
       "0  DEBUGProcessedoutofpackages\n",
       "1  DEBUGProcessedoutofpackages\n",
       "2  DEBUGProcessedoutofpackages\n",
       "3  DEBUGProcessedoutofpackages\n",
       "4  DEBUGProcessedoutofpackages"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_preprocess(data)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>DEBUGProcessedoutofpackages</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          message\n",
       "9995  DEBUGProcessedoutofpackages\n",
       "9996  DEBUGProcessedoutofpackages\n",
       "9997  DEBUGProcessedoutofpackages\n",
       "9998  DEBUGProcessedoutofpackages\n",
       "9999  DEBUGProcessedoutofpackages"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(u'DEBUGProcessedoutofpackages', 9786)\n",
      "(u'ThreadodcsserverINFOComposetypestatedoneComposedone', 213)\n",
      "(u'rootCMDusrlocalbinmonitorapachestatsshdevnull', 1)\n"
     ]
    }
   ],
   "source": [
    "x = data.message.value_counts()\n",
    "for i in x.keys():\n",
    "    print(i, x[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Encode our logs\n",
    "\n",
    "We then create our w2vmodel based on our preprocessed dataset and replace our log lines with thier vectorized representation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "w2vmodel = create(data, 100,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "transformed_data = one_vector(data, w2vmodel)\n",
    "transformed_data = transformed_data[:,1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Implement Local Outlier Factor\n",
    "\n",
    "Use preprocessed data in local outlier factor model to classify anomaly logs.\n",
    "Local outlier factor is a density-based method that relies on nearest neighbours search. The Local Outlier Factor (LOF) algorithm is an unsupervised anomaly detection method which computes the local density deviation of a given data point with respect to its neighbors.\n",
    "\n",
    "Preselected parameter k is the number of neighbors the LOF calculation is considering. The LOF is a calculation that looks at the neighbors of a certain point to find out its density and compare this to the density of other points. With k defined, the k-distance can be calculated, which is the distance of a point to its kth neighbor.\n",
    "\n",
    "\n",
    "The k-distance is used to calculate the reachability distance. This distance measure is simply the maximum of the distance of two points and the k-distance of the second point.\n",
    "\n",
    "$reachability-dist(a,b) = max\\{k-distance(b), dist(a,b)\\}$\n",
    "\n",
    "\n",
    "The reach-dist is then used to calculate still another concept — the local reachability density (lrd). To get the lrd for a point a, we will first calculate the reachability distance of a to all its k nearest neighbors and take the average of that number. The lrd is then simply the inverse of that average. \n",
    "\n",
    "$lrd(a) = \\frac{1}{sum(reach-dist(a,n))/k}$\n",
    "\n",
    "\n",
    "The lrd of each point will then be compared to the lrd of their k neighbors. More specifically, k ratios of the lrd of each point to its neighboring points will be calculated and averaged. The LOF is basically the average ratio of the lrds of the neighbors of a to the lrd of a. If the ratio is greater than 1, the density of point a is on average smaller than the density of its neighbors and, thus, from point a, we have to travel longer distances to get to the next point or cluster of points than from a’s neighbors to their next neighbors. \n",
    "\n",
    "The LOF of a point tells the density of this point compared to the density of its neighbors. If the density of a point is much smaller than the densities of its neighbors (LOF ≫1), the point is far from dense areas and, hence, an outlier.\n",
    "\n",
    "References:\n",
    "Breunig, M. M., Kriegel, H. P., Ng, R. T., & Sander, J. (2000, May). LOF: identifying density-based local outliers. In ACM sigmod record (Vol. 29, №2, pp. 93–104). ACM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(transformed_data) #numpy.ndarray\n",
    "#transformed_data.shape #(10000, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#unique0, counts0 = np.unique(transformed_data, return_counts=True)\n",
    "#dict(zip(unique0, counts0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parameter Selection\n",
    "Various value of K is tried in the model. \n",
    "When k<213, the classification result is 1:9999\n",
    "When k>=213, the classification result is 214:9786\n",
    "\n",
    "Since in the dataset, 9786 data points are in one cluster, 213 points in one cluster, and 1 point by itself.\n",
    "\n",
    "To better detect outlier, k is selected as 300.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Automatically created module for IPython interactive environment\n"
     ]
    }
   ],
   "source": [
    "from sklearn.neighbors import LocalOutlierFactor\n",
    "print(__doc__)\n",
    "\n",
    "X=transformed_data\n",
    "clf = LocalOutlierFactor(n_neighbors=300, metric='euclidean')\n",
    "y_pred = clf.fit_predict(X)\n",
    "X_scores = clf.negative_outlier_factor_\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000,)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_scores.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{-1: 214, 1: 9786}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#type(y_pred)#numpy.ndarray\n",
    "unique, counts = np.unique(y_pred, return_counts=True)\n",
    "dict(zip(unique, counts))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dimension Reduction \n",
    "Since the dimension of the feature is large, we cannot visualize it. PCA is used to reduce dimension of data.\n",
    "\n",
    "The number of PCA component is decided by using the ratio of variance explained by each of the selected components. The first component explained 97% of the variance, the second component explained 2% of the variance, and the third component explaned less than 0.1% of the variance. Therefore, the first two components were selected. \n",
    "\n",
    "Same classification result obtained after PCA compared with before PCA. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('shape of train data before pca', (10000, 100))\n",
      "('shape of train data after pca', (10000, 2))\n"
     ]
    }
   ],
   "source": [
    "#Use PCA to extract key features and visualization \n",
    "% matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn import preprocessing\n",
    "from sklearn.preprocessing import StandardScaler \n",
    "\n",
    "\n",
    "scaler=preprocessing.StandardScaler().fit(X) \n",
    "X_transformed=scaler.transform(X) \n",
    "\n",
    "print(\"shape of train data before pca\", X_transformed.shape)\n",
    "\n",
    "\n",
    "N_components=2\n",
    "Data_pca=PCA(n_components=N_components).fit(X_transformed)\n",
    "X_pca=Data_pca.transform(X_transformed)\n",
    "\n",
    "print(\"shape of train data after pca\", X_pca.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{-10.415141674705172: 1,\n",
       " -1.458925140620655: 9786,\n",
       " -0.016621195113296478: 9786,\n",
       " 0.08825784412107925: 213,\n",
       " 67.0772608816358: 213,\n",
       " 143.8560945809869: 1}"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique2, counts2 = np.unique(X_pca, return_counts=True)\n",
    "dict(zip(unique2, counts2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('variance explained', array([0.97930106, 0.02069894]))\n"
     ]
    }
   ],
   "source": [
    "print(\"variance explained\", Data_pca.explained_variance_ratio_ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{-1: 214, 1: 9786}"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_pca = clf.fit_predict(X_pca)\n",
    "X_scores_pca = clf.negative_outlier_factor_\n",
    "\n",
    "\n",
    "unique_pca, counts_pca = np.unique(y_pred_pca, return_counts=True)\n",
    "dict(zip(unique_pca, counts_pca))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization\n",
    "\n",
    "The plot visualize the data after PCA. \n",
    "The red circles are where the data points are clustered and have higher density. The larger circle on the upper left is a cluster having 9786 points, and the small circle on lower right is the cluster having 213 points. The single point on the lower left is one outlier that does not have any neighbor. \n",
    "\n",
    "Since we selected number of neighbors to be 500, in this case, the 213 points cluster would all be considered as outliers. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Local Outlier Factor (LOF)\")\n",
    "plt.scatter(X_pca[:, 0], X_pca[:, 1], color='k', s=3., label='Data points')\n",
    "# plot circles with radius proportional to the outlier scores\n",
    "radius = (X_scores_pca.max() - X_scores_pca) / (X_scores_pca.max() - X_scores_pca.min())\n",
    "plt.scatter(X_pca[:, 0], X_pca[:, 1], s=1000 * radius, edgecolors='r',\n",
    "            facecolors='none', label='Outlier scores')\n",
    "plt.axis('tight')\n",
    "\n",
    "legend = plt.legend(loc='upper right')\n",
    "legend.legendHandles[0]._sizes = [10]\n",
    "legend.legendHandles[1]._sizes = [20]\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Not use following \n",
    "#### Train SOM\n",
    "\n",
    "Here we train the Self Organizing Map on our vectorized logs and output a few vizualiztions of the trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training dataset is of size {inp.shape[0]}\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'module' object has no attribute 'SOMFactory'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-84-0b88b5b89806>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mmap_size\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m16\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtransformed_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmap_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-4-bc3f0b27354f>\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(inp, map_size, iterations, parallelism)\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0mmapsize\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mmap_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmap_size\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mseed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m42\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0msom\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msompy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSOMFactory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuild\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmapsize\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0minitialization\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'random'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m     \u001b[0msom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_job\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparallelism\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrain_rough_len\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtrain_finetune_len\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcodebook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmap_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmap_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'module' object has no attribute 'SOMFactory'"
     ]
    }
   ],
   "source": [
    "map_size = 16\n",
    "model = train(transformed_data, map_size, 0, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "No module named visualization.hitmap",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-77-188ef60ff19f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0msompy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvisualization\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhitmap\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mHitMapView\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcluster\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mhits\u001b[0m  \u001b[0;34m=\u001b[0m \u001b[0mHitMapView\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"Clustering\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtext_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhits\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabelsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mImportError\u001b[0m: No module named visualization.hitmap"
     ]
    }
   ],
   "source": [
    "from sompy.visualization.hitmap import HitMapView\n",
    "model.cluster(3)\n",
    "hits  = HitMapView(10,10,\"Clustering\",text_size=7)\n",
    "a=hits.show(model, labelsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x7200 with 200 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.mapview import View2D\n",
    "view2D  = View2D(10,10,\"rand data\",text_size=10)\n",
    "view2D.show(model, col_sz=4, which_dim=\"all\", denormalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.bmuhits import BmuHitsView\n",
    "\n",
    "vhts  = BmuHitsView(10,10,\"Hits Map\",text_size=7)\n",
    "vhts.show(model, anotate=True, onlyzeros=False, labelsize=12, cmap=\"Greys\", logaritmic=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    " m = model.codebook.matrix.reshape([16, 16, transformed_data.shape[1]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Measure Distances\n",
    "\n",
    "We want to generate some baseline summary statistics of our model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#then = time.\n",
    "distances = get_anomaly_score(transformed_data, 8, m)\n",
    "\n",
    "print(max(distances))\n",
    "print(min(distances))\n",
    "print(np.mean(distances))\n",
    "print(np.std(distances))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.hist(distances)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold = 3*np.std(distances) + np.mean(distances)\n",
    "threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 0\n",
    "for i, j in enumerate(distances):\n",
    "    if j > threshold:\n",
    "        print(j, data.loc[i])\n",
    "        count += 1\n",
    "print(count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.message.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Test "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "infer(w2vmodel,m,'rootCMDusrlocalbinmonitorapachestatsshdevnull', data,threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "infer(w2vmodel,m,'DEBUGProcessedoutofpackages', data,threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "infer(w2vmodel,m,'ThreadodcsserverINFOComposetypestatedoneComposedone ', data,threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "infer(w2vmodel,m,'FSKSDNKSDNKSfdhfhfdhfdhfdhfdhfd  hfhf dlksfljscomLDN', data,threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "infer(w2vmodel,m,'this is not a log message',data,threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "infer(w2vmodel,m,'message',data,threshold)"
   ]
  }
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